Privacy-preserving federated learning for collaborative medical data mining in multi-institutional settings

Abstract Ensuring data privacy in medical image classification is a critical challenge in healthcare, especially with the increasing reliance on AI-driven diagnostics. In fact, over 30% of healthcare organizations globally have experienced a data breach in the last year, highlighting the need for se...

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Bibliographic Details
Main Authors: Rahul Haripriya, Nilay Khare, Manish Pandey
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-97565-4
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